KNN_1.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>sepal-length</th>\n",
       "      <th>sepal-width</th>\n",
       "      <th>petal-length</th>\n",
       "      <th>petal-width</th>\n",
       "      <th>Class</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>4.9</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4.7</td>\n",
       "      <td>3.2</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4.6</td>\n",
       "      <td>3.1</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>5.0</td>\n",
       "      <td>3.6</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5.4</td>\n",
       "      <td>3.9</td>\n",
       "      <td>1.7</td>\n",
       "      <td>0.4</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>4.6</td>\n",
       "      <td>3.4</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.3</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>5.0</td>\n",
       "      <td>3.4</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>4.4</td>\n",
       "      <td>2.9</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>4.9</td>\n",
       "      <td>3.1</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.1</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>5.4</td>\n",
       "      <td>3.7</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>4.8</td>\n",
       "      <td>3.4</td>\n",
       "      <td>1.6</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>4.8</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.1</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>4.3</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.1</td>\n",
       "      <td>0.1</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>5.8</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.2</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>5.7</td>\n",
       "      <td>4.4</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.4</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>5.4</td>\n",
       "      <td>3.9</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.4</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>5.1</td>\n",
       "      <td>3.5</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.3</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>5.7</td>\n",
       "      <td>3.8</td>\n",
       "      <td>1.7</td>\n",
       "      <td>0.3</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>5.1</td>\n",
       "      <td>3.8</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.3</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>5.4</td>\n",
       "      <td>3.4</td>\n",
       "      <td>1.7</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>5.1</td>\n",
       "      <td>3.7</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.4</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>4.6</td>\n",
       "      <td>3.6</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>5.1</td>\n",
       "      <td>3.3</td>\n",
       "      <td>1.7</td>\n",
       "      <td>0.5</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>4.8</td>\n",
       "      <td>3.4</td>\n",
       "      <td>1.9</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.6</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>5.0</td>\n",
       "      <td>3.4</td>\n",
       "      <td>1.6</td>\n",
       "      <td>0.4</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>5.2</td>\n",
       "      <td>3.5</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>5.2</td>\n",
       "      <td>3.4</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>4.7</td>\n",
       "      <td>3.2</td>\n",
       "      <td>1.6</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>4.8</td>\n",
       "      <td>3.1</td>\n",
       "      <td>1.6</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116</th>\n",
       "      <td>6.9</td>\n",
       "      <td>3.2</td>\n",
       "      <td>5.7</td>\n",
       "      <td>2.3</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117</th>\n",
       "      <td>5.6</td>\n",
       "      <td>2.8</td>\n",
       "      <td>4.9</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>7.7</td>\n",
       "      <td>2.8</td>\n",
       "      <td>6.7</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>6.3</td>\n",
       "      <td>2.7</td>\n",
       "      <td>4.9</td>\n",
       "      <td>1.8</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td>6.7</td>\n",
       "      <td>3.3</td>\n",
       "      <td>5.7</td>\n",
       "      <td>2.1</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121</th>\n",
       "      <td>7.2</td>\n",
       "      <td>3.2</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.8</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122</th>\n",
       "      <td>6.2</td>\n",
       "      <td>2.8</td>\n",
       "      <td>4.8</td>\n",
       "      <td>1.8</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123</th>\n",
       "      <td>6.1</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.9</td>\n",
       "      <td>1.8</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>6.4</td>\n",
       "      <td>2.8</td>\n",
       "      <td>5.6</td>\n",
       "      <td>2.1</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125</th>\n",
       "      <td>7.2</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.8</td>\n",
       "      <td>1.6</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126</th>\n",
       "      <td>7.4</td>\n",
       "      <td>2.8</td>\n",
       "      <td>6.1</td>\n",
       "      <td>1.9</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>127</th>\n",
       "      <td>7.9</td>\n",
       "      <td>3.8</td>\n",
       "      <td>6.4</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>128</th>\n",
       "      <td>6.4</td>\n",
       "      <td>2.8</td>\n",
       "      <td>5.6</td>\n",
       "      <td>2.2</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129</th>\n",
       "      <td>6.3</td>\n",
       "      <td>2.8</td>\n",
       "      <td>5.1</td>\n",
       "      <td>1.5</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>130</th>\n",
       "      <td>6.1</td>\n",
       "      <td>2.6</td>\n",
       "      <td>5.6</td>\n",
       "      <td>1.4</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>131</th>\n",
       "      <td>7.7</td>\n",
       "      <td>3.0</td>\n",
       "      <td>6.1</td>\n",
       "      <td>2.3</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>132</th>\n",
       "      <td>6.3</td>\n",
       "      <td>3.4</td>\n",
       "      <td>5.6</td>\n",
       "      <td>2.4</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133</th>\n",
       "      <td>6.4</td>\n",
       "      <td>3.1</td>\n",
       "      <td>5.5</td>\n",
       "      <td>1.8</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>134</th>\n",
       "      <td>6.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.8</td>\n",
       "      <td>1.8</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135</th>\n",
       "      <td>6.9</td>\n",
       "      <td>3.1</td>\n",
       "      <td>5.4</td>\n",
       "      <td>2.1</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136</th>\n",
       "      <td>6.7</td>\n",
       "      <td>3.1</td>\n",
       "      <td>5.6</td>\n",
       "      <td>2.4</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>137</th>\n",
       "      <td>6.9</td>\n",
       "      <td>3.1</td>\n",
       "      <td>5.1</td>\n",
       "      <td>2.3</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138</th>\n",
       "      <td>5.8</td>\n",
       "      <td>2.7</td>\n",
       "      <td>5.1</td>\n",
       "      <td>1.9</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139</th>\n",
       "      <td>6.8</td>\n",
       "      <td>3.2</td>\n",
       "      <td>5.9</td>\n",
       "      <td>2.3</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140</th>\n",
       "      <td>6.7</td>\n",
       "      <td>3.3</td>\n",
       "      <td>5.7</td>\n",
       "      <td>2.5</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141</th>\n",
       "      <td>6.7</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.2</td>\n",
       "      <td>2.3</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>142</th>\n",
       "      <td>6.3</td>\n",
       "      <td>2.5</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.9</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143</th>\n",
       "      <td>6.5</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.2</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td>6.2</td>\n",
       "      <td>3.4</td>\n",
       "      <td>5.4</td>\n",
       "      <td>2.3</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>5.9</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.1</td>\n",
       "      <td>1.8</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>146 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     sepal-length  sepal-width  petal-length  petal-width           Class\n",
       "0             4.9          3.0           1.4          0.2     Iris-setosa\n",
       "1             4.7          3.2           1.3          0.2     Iris-setosa\n",
       "2             4.6          3.1           1.5          0.2     Iris-setosa\n",
       "3             5.0          3.6           1.4          0.2     Iris-setosa\n",
       "4             5.4          3.9           1.7          0.4     Iris-setosa\n",
       "5             4.6          3.4           1.4          0.3     Iris-setosa\n",
       "6             5.0          3.4           1.5          0.2     Iris-setosa\n",
       "7             4.4          2.9           1.4          0.2     Iris-setosa\n",
       "8             4.9          3.1           1.5          0.1     Iris-setosa\n",
       "9             5.4          3.7           1.5          0.2     Iris-setosa\n",
       "10            4.8          3.4           1.6          0.2     Iris-setosa\n",
       "11            4.8          3.0           1.4          0.1     Iris-setosa\n",
       "12            4.3          3.0           1.1          0.1     Iris-setosa\n",
       "13            5.8          4.0           1.2          0.2     Iris-setosa\n",
       "14            5.7          4.4           1.5          0.4     Iris-setosa\n",
       "15            5.4          3.9           1.3          0.4     Iris-setosa\n",
       "16            5.1          3.5           1.4          0.3     Iris-setosa\n",
       "17            5.7          3.8           1.7          0.3     Iris-setosa\n",
       "18            5.1          3.8           1.5          0.3     Iris-setosa\n",
       "19            5.4          3.4           1.7          0.2     Iris-setosa\n",
       "20            5.1          3.7           1.5          0.4     Iris-setosa\n",
       "21            4.6          3.6           1.0          0.2     Iris-setosa\n",
       "22            5.1          3.3           1.7          0.5     Iris-setosa\n",
       "23            4.8          3.4           1.9          0.2     Iris-setosa\n",
       "24            5.0          3.0           1.6          0.2     Iris-setosa\n",
       "25            5.0          3.4           1.6          0.4     Iris-setosa\n",
       "26            5.2          3.5           1.5          0.2     Iris-setosa\n",
       "27            5.2          3.4           1.4          0.2     Iris-setosa\n",
       "28            4.7          3.2           1.6          0.2     Iris-setosa\n",
       "29            4.8          3.1           1.6          0.2     Iris-setosa\n",
       "..            ...          ...           ...          ...             ...\n",
       "116           6.9          3.2           5.7          2.3  Iris-virginica\n",
       "117           5.6          2.8           4.9          2.0  Iris-virginica\n",
       "118           7.7          2.8           6.7          2.0  Iris-virginica\n",
       "119           6.3          2.7           4.9          1.8  Iris-virginica\n",
       "120           6.7          3.3           5.7          2.1  Iris-virginica\n",
       "121           7.2          3.2           6.0          1.8  Iris-virginica\n",
       "122           6.2          2.8           4.8          1.8  Iris-virginica\n",
       "123           6.1          3.0           4.9          1.8  Iris-virginica\n",
       "124           6.4          2.8           5.6          2.1  Iris-virginica\n",
       "125           7.2          3.0           5.8          1.6  Iris-virginica\n",
       "126           7.4          2.8           6.1          1.9  Iris-virginica\n",
       "127           7.9          3.8           6.4          2.0  Iris-virginica\n",
       "128           6.4          2.8           5.6          2.2  Iris-virginica\n",
       "129           6.3          2.8           5.1          1.5  Iris-virginica\n",
       "130           6.1          2.6           5.6          1.4  Iris-virginica\n",
       "131           7.7          3.0           6.1          2.3  Iris-virginica\n",
       "132           6.3          3.4           5.6          2.4  Iris-virginica\n",
       "133           6.4          3.1           5.5          1.8  Iris-virginica\n",
       "134           6.0          3.0           4.8          1.8  Iris-virginica\n",
       "135           6.9          3.1           5.4          2.1  Iris-virginica\n",
       "136           6.7          3.1           5.6          2.4  Iris-virginica\n",
       "137           6.9          3.1           5.1          2.3  Iris-virginica\n",
       "138           5.8          2.7           5.1          1.9  Iris-virginica\n",
       "139           6.8          3.2           5.9          2.3  Iris-virginica\n",
       "140           6.7          3.3           5.7          2.5  Iris-virginica\n",
       "141           6.7          3.0           5.2          2.3  Iris-virginica\n",
       "142           6.3          2.5           5.0          1.9  Iris-virginica\n",
       "143           6.5          3.0           5.2          2.0  Iris-virginica\n",
       "144           6.2          3.4           5.4          2.3  Iris-virginica\n",
       "145           5.9          3.0           5.1          1.8  Iris-virginica\n",
       "\n",
       "[146 rows x 5 columns]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "name=['sepal-length','sepal-width','petal-length','petal-width','Class']\n",
    "i1= pd.read_csv(r'C:\\Users\\Utkarsh\\Desktop\\Iris_training_dataset.csv',names= name)\n",
    "i1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "x= i1[['sepal-length','sepal-width','petal-length','petal-width']]\n",
    "y= i1[['Class']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.model_selection import *\n",
    "from sklearn.metrics import *\n",
    "from sklearn.neighbors import KNeighborsClassifier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_validation.py:458: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  estimator.fit(X_train, y_train, **fit_params)\n",
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_search.py:740: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  self.best_estimator_.fit(X, y, **fit_params)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "GridSearchCV(cv=<generator object _BaseKFold.split at 0x000001DD6168FED0>,\n",
       "       error_score='raise',\n",
       "       estimator=KNeighborsClassifier(algorithm='auto', leaf_size=30, metric='minkowski',\n",
       "           metric_params=None, n_jobs=1, n_neighbors=5, p=2,\n",
       "           weights='uniform'),\n",
       "       fit_params=None, iid=True, n_jobs=1,\n",
       "       param_grid={'n_neighbors': [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30]},\n",
       "       pre_dispatch='2*n_jobs', refit=True, return_train_score='warn',\n",
       "       scoring='accuracy', verbose=0)"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "teach= KNeighborsClassifier()\n",
    "k= list(range(1,31))\n",
    "para_grid= dict(n_neighbors= k)\n",
    "\n",
    "kfold= StratifiedKFold(10)\n",
    "grid= GridSearchCV(teach,para_grid, cv=kfold.split(x,y), scoring='accuracy')\n",
    "grid.fit(x,y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "grid_mean_scores= [result.mean_validation_score for result in grid.grid_scores_]\n",
    "plt.plot(k,  grid_mean_scores)\n",
    "plt.xlabel('Value of K for KNN')\n",
    "plt.ylabel('Cross Validation Accuracy')\n",
    "plt.grid()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset= pd.read_csv(r'C:\\Users\\Utkarsh\\Desktop\\iris_prediction_dataset.csv', names= name)\n",
    "x_test= dataset[['sepal-length','sepal-width','petal-length','petal-width']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Predicted Value:  ['Iris-setosa' 'Iris-setosa' 'Iris-versicolor' 'Iris-virginica']\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Utkarsh\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:2: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  \n"
     ]
    }
   ],
   "source": [
    "knn=KNeighborsClassifier(n_neighbors=15)\n",
    "knn.fit(x,y)\n",
    "pred= knn.predict(x_test)\n",
    "print('Predicted Value: ', pred)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    " "
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}